{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## COLAB PREP\n",
    "(Commented out for safety)\n",
    "\n",
    "**Note**:\n",
    "Changing colab runtime to gpu will benefit performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install cython\n",
    "# !pip install pymc==2.3.8 # backend probabilistic programming framework (DO NOT USE CONDA HERE)\n",
    "# !pip install git+https://github.com/AlexanderFengler/ssms@main  # package for data simulation\n",
    "# !pip install git+https://github.com/hddm-devs/kabuki # backbone package for hddm to connect to pymc\n",
    "# !pip install git+https://github.com/hddm-devs/hddm\n",
    "\n",
    "# # Optional\n",
    "# !pip install torch torchvision torchaudio # The LAN extension makes use of these"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Module imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "import hddm\n",
    "import ssms"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function simulator in module hddm.simulators.basic_simulator:\n",
      "\n",
      "simulator(**kwargs)\n",
      "    Basic data simulator for the models included in HDDM.\n",
      "    \n",
      "    :Arguments:\n",
      "        theta : list or numpy.array or panda.DataFrame\n",
      "            Parameters of the simulator. If 2d array, each row is treated as a 'trial'\n",
      "            and the function runs n_sample * n_trials simulations.\n",
      "        model: str <default='angle'>\n",
      "            Determines the model that will be simulated.\n",
      "        n_samples: int <default=1000>\n",
      "            Number of simulation runs (for each trial if supplied n_trials > 1)\n",
      "        delta_t: float\n",
      "            Size fo timesteps in simulator (conceptually measured in seconds)\n",
      "        max_t: float\n",
      "            Maximum reaction the simulator can reach\n",
      "        no_noise: bool <default=False>\n",
      "            Turn noise of (useful for plotting purposes mostly)\n",
      "    \n",
      "    :Return: tuple\n",
      "        can be (rts, responses, metadata)\n",
      "        or     (rt-response histogram, metadata)\n",
      "        or     (rts binned pointwise, responses, metadata)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from hddm.simulators import simulator\n",
    "\n",
    "help(simulator)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Simulate from `angle` model! (Bound collaps linearly according to an `angle-parameter` `theta`).\n",
    "\n",
    "First, check `model_config` dictionary for general information about the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'doc': 'Model formulation is described in the documentation under LAN Extension.\\nMeant for use with the extension.',\n",
       " 'params': ['v', 'a', 'z', 't', 'theta'],\n",
       " 'params_trans': [0, 0, 1, 0, 0],\n",
       " 'params_std_upper': [1.5, 1.0, None, 1.0, 1.0],\n",
       " 'param_bounds': [[-3.0, 0.3, 0.1, 0.001, -0.1], [3.0, 3.0, 0.9, 2.0, 1.3]],\n",
       " 'boundary': <function ssms.basic_simulators.boundary_functions.angle(t=1, theta=1)>,\n",
       " 'params_default': [0.0, 1.0, 0.5, 0.001, 0.1],\n",
       " 'hddm_include': ['v', 'a', 't', 'z', 'theta'],\n",
       " 'choices': [-1, 1],\n",
       " 'slice_widths': {'v': 1.5,\n",
       "  'v_std': 1,\n",
       "  'a': 1,\n",
       "  'a_std': 1,\n",
       "  'z': 0.1,\n",
       "  'z_trans': 0.2,\n",
       "  't': 0.01,\n",
       "  't_std': 0.15,\n",
       "  'theta': 0.1,\n",
       "  'theta_std': 0.2}}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hddm.model_config.model_config[\"angle\"]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below, please find some specifics about the `key`s in the `model_config` dictionary.\n",
    "\n",
    "`params` --> string names of all model parameters (spcifies order in which associated values are defined)\n",
    "\n",
    "`param_bounds` --> list of lists, first provides *lower bounds*, second provides *upper bounds* on parameters\n",
    "\n",
    "`boundary` --> function that provides boundary values for vector inputs of `t` given the named parameter (it's applied symmetrically around 0 as upper and lower bounds)\n",
    "\n",
    "**Note**:\n",
    "\n",
    "Our Neural Nets are trained on the parameter bounds listed under `param_bounds`, so they roughly specify what we consider a reasonable parameter space."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "out = simulator(model=\"angle\", theta=[1.0, 1.5, 0.5, 0.5, 0.3], n_samples=1000)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`out` is a three-tuple with entries:\n",
    "1. `rts` (reaction times) (array)\n",
    "2. `choices` (array)\n",
    "3. `metadata` (dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "plt.hist(\n",
    "    np.squeeze(out[0]) * np.squeeze(out[1]), histtype=\"step\", bins=40, color=\"black\"\n",
    ")\n",
    "plt.xlabel(\"reaction times\")\n",
    "plt.ylabel(\"freq\")\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fit with HDDM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# Get data into format accepted by hddm package (below)\n",
    "data = pd.DataFrame(\n",
    "    np.stack([np.squeeze(out[0]), np.squeeze(out[1])]).T, columns=[\"rt\", \"response\"]\n",
    ")\n",
    "data[\"subject\"] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rt</th>\n",
       "      <th>response</th>\n",
       "      <th>subject</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.159995</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.442991</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.197995</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.312993</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.929011</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>1.022997</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>0.817999</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>1.779004</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>1.148995</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>1.552993</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           rt  response  subject\n",
       "0    1.159995       1.0        0\n",
       "1    1.442991      -1.0        0\n",
       "2    1.197995       1.0        0\n",
       "3    1.312993       1.0        0\n",
       "4    1.929011       1.0        0\n",
       "..        ...       ...      ...\n",
       "995  1.022997       1.0        0\n",
       "996  0.817999       1.0        0\n",
       "997  1.779004       1.0        0\n",
       "998  1.148995       1.0        0\n",
       "999  1.552993       1.0        0\n",
       "\n",
       "[1000 rows x 3 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using default priors: Uninformative\n",
      "Supplied model_config specifies params_std_upper for  z as  None.\n",
      "Changed to 10\n"
     ]
    }
   ],
   "source": [
    "# Instantiate model\n",
    "# Prior is uniform over hypercube specified by `param_bounds`\n",
    "# in the model_config above\n",
    "hddm_model = hddm.HDDMnn(\n",
    "    data,\n",
    "    model=\"angle\",\n",
    "    include=[\n",
    "        \"v\",\n",
    "        \"a\",\n",
    "        \"z\",\n",
    "        \"t\",\n",
    "        \"theta\",\n",
    "    ],  # can use 'hddm_include' key in model_config here\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [-----------------100%-----------------] 1000 of 1000 complete in 99.3 sec"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<pymc.MCMC.MCMC at 0x7f82a387e750>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sample (MCMC via slice sampler)\n",
    "hddm_model.sample(1000, burn=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>2.5q</th>\n",
       "      <th>25q</th>\n",
       "      <th>50q</th>\n",
       "      <th>75q</th>\n",
       "      <th>97.5q</th>\n",
       "      <th>mc err</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>v</th>\n",
       "      <td>1.178377</td>\n",
       "      <td>0.062941</td>\n",
       "      <td>1.057531</td>\n",
       "      <td>1.137134</td>\n",
       "      <td>1.180993</td>\n",
       "      <td>1.21869</td>\n",
       "      <td>1.293596</td>\n",
       "      <td>0.005173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>a</th>\n",
       "      <td>1.475904</td>\n",
       "      <td>0.074743</td>\n",
       "      <td>1.333122</td>\n",
       "      <td>1.417689</td>\n",
       "      <td>1.47974</td>\n",
       "      <td>1.536166</td>\n",
       "      <td>1.599496</td>\n",
       "      <td>0.007104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>z</th>\n",
       "      <td>0.467073</td>\n",
       "      <td>0.019607</td>\n",
       "      <td>0.427542</td>\n",
       "      <td>0.454486</td>\n",
       "      <td>0.466104</td>\n",
       "      <td>0.480852</td>\n",
       "      <td>0.502805</td>\n",
       "      <td>0.001727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t</th>\n",
       "      <td>0.49229</td>\n",
       "      <td>0.029895</td>\n",
       "      <td>0.436686</td>\n",
       "      <td>0.468518</td>\n",
       "      <td>0.4914</td>\n",
       "      <td>0.516715</td>\n",
       "      <td>0.549136</td>\n",
       "      <td>0.002798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>theta</th>\n",
       "      <td>0.288985</td>\n",
       "      <td>0.043242</td>\n",
       "      <td>0.201595</td>\n",
       "      <td>0.259133</td>\n",
       "      <td>0.291414</td>\n",
       "      <td>0.320974</td>\n",
       "      <td>0.36275</td>\n",
       "      <td>0.003864</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           mean       std      2.5q       25q       50q       75q     97.5q  \\\n",
       "v      1.178377  0.062941  1.057531  1.137134  1.180993   1.21869  1.293596   \n",
       "a      1.475904  0.074743  1.333122  1.417689   1.47974  1.536166  1.599496   \n",
       "z      0.467073  0.019607  0.427542  0.454486  0.466104  0.480852  0.502805   \n",
       "t       0.49229  0.029895  0.436686  0.468518    0.4914  0.516715  0.549136   \n",
       "theta  0.288985  0.043242  0.201595  0.259133  0.291414  0.320974   0.36275   \n",
       "\n",
       "         mc err  \n",
       "v      0.005173  \n",
       "a      0.007104  \n",
       "z      0.001727  \n",
       "t      0.002798  \n",
       "theta  0.003864  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hddm_model.gen_stats()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note**:\n",
    "\n",
    "Depending on the model and ground truth parameters, mixing can be rough (the number of samples chose above is just for testing, result quality benefits from ramping up the number of MCMC samples)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plotting v\n",
      "Plotting a\n",
      "Plotting z\n",
      "Plotting t\n",
      "Plotting theta\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hddm_model.plot_posteriors()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Access trained likelihood (networks)\n",
    "\n",
    "You can get the predictions from the `likelihood aproximators` directly via the `network_inspectors` module.\n",
    "\n",
    "Just in case it's useful.\n",
    "\n",
    "The networks expects as inputs a `numpy.array` of `n_model_parameters + 2` dimensions. \n",
    "The first `n` parameters are (column wise) provided in the order found in under the `params` key in the `model_config` dictionary above. Finally a `rt` colum and a `choice` column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the model\n",
    "lan_angle = hddm.network_inspectors.get_torch_mlp(model=\"angle\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Some network outputs\n",
      "[[ 4.2394323 ]\n",
      " [ 1.557178  ]\n",
      " [ 0.6721666 ]\n",
      " [ 0.03607679]\n",
      " [-0.5329498 ]\n",
      " [-0.98186684]\n",
      " [-1.3941536 ]\n",
      " [-1.8228109 ]\n",
      " [-2.2679203 ]\n",
      " [-2.7137465 ]]\n",
      "Shape\n",
      "(200, 1)\n"
     ]
    }
   ],
   "source": [
    "# Make some random parameter set\n",
    "parameter_df = hddm.simulators.make_parameter_vectors_nn(\n",
    "    model=\"angle\", param_dict=None, n_parameter_vectors=1\n",
    ")\n",
    "\n",
    "parameter_matrix = np.tile(np.squeeze(parameter_df.values), (200, 1))\n",
    "\n",
    "# Initialize network input\n",
    "network_input = np.zeros(\n",
    "    (parameter_matrix.shape[0], parameter_matrix.shape[1] + 2)\n",
    ")  # Note the + 2 on the right --> we append the parameter vectors with reaction times (+1 columns) and choices (+1 columns)\n",
    "\n",
    "# Add reaction times\n",
    "network_input[:, -2] = np.linspace(0, 3, parameter_matrix.shape[0])\n",
    "\n",
    "# Add choices\n",
    "network_input[:, -1] = np.repeat(np.random.choice([-1, 1]), parameter_matrix.shape[0])\n",
    "\n",
    "# Note: The networks expects float32 inputs\n",
    "network_input = network_input.astype(np.float32)\n",
    "\n",
    "# Show example output\n",
    "print(\"Some network outputs\")\n",
    "print(lan_angle(network_input)[:10])  # printing the first 10 outputs\n",
    "print(\"Shape\")\n",
    "print(lan_angle(network_input).shape)  # original shape of output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200, 7)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "network_input.shape"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## P.S.:\n",
    "\n",
    "There are many other models included in `hddm`.\n",
    "Apart from the `angle` model, there is also the `weibull` model which uses a *scaled weibull cdf* as a bound and may be of more immediate interest. \n",
    "\n",
    "In general parameter recovery can be tricky, especially for the simple i.i.d. datasets. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['ddm_hddm_base', 'full_ddm_hddm_base', 'ddm', 'angle', 'weibull', 'levy', 'full_ddm', 'ornstein', 'ddm_sdv', 'gamma_drift', 'gamma_drift_angle', 'ds_conflict_drift', 'ds_conflict_drift_angle', 'ddm_par2', 'ddm_par2_no_bias', 'ddm_par2_angle_no_bias', 'ddm_par2_weibull_no_bias', 'ddm_seq2', 'ddm_seq2_no_bias', 'ddm_seq2_angle_no_bias', 'ddm_seq2_weibull_no_bias', 'ddm_mic2_adj', 'ddm_mic2_adj_no_bias', 'ddm_mic2_adj_angle_no_bias', 'ddm_mic2_adj_weibull_no_bias', 'tradeoff_no_bias', 'tradeoff_angle_no_bias', 'tradeoff_weibull_no_bias', 'tradeoff_conflict_gamma_no_bias', 'race_no_bias_3', 'race_no_bias_angle_3', 'race_no_bias_4', 'race_no_bias_angle_4', 'lca_no_bias_3', 'lca_no_bias_angle_3', 'lca_no_bias_4', 'lca_no_bias_angle_4', 'full_ddm2'])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hddm.model_config.model_config.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'doc': 'Model formulation is described in the documentation under LAN Extension.\\nMeant for use with the extension.',\n",
       " 'params': ['v', 'a', 'z', 't', 'alpha', 'beta'],\n",
       " 'params_trans': [0, 0, 1, 0, 0, 0],\n",
       " 'params_std_upper': [1.5, 1.0, None, 1.0, 2.0, 2.0],\n",
       " 'param_bounds': [[-2.5, 0.3, 0.2, 0.001, 0.31, 0.31],\n",
       "  [2.5, 2.5, 0.8, 2.0, 4.99, 6.99]],\n",
       " 'boundary': <function ssms.basic_simulators.boundary_functions.weibull_cdf(t=1, alpha=1, beta=1)>,\n",
       " 'params_default': [0.0, 1.0, 0.5, 0.001, 3.0, 3.0],\n",
       " 'hddm_include': ['v', 'a', 't', 'z', 'alpha', 'beta'],\n",
       " 'choices': [-1, 1],\n",
       " 'slice_widths': {'v': 1.5,\n",
       "  'v_std': 1,\n",
       "  'a': 1,\n",
       "  'a_std': 1,\n",
       "  'z': 0.1,\n",
       "  'z_trans': 0.2,\n",
       "  't': 0.01,\n",
       "  't_std': 0.15,\n",
       "  'alpha': 1.0,\n",
       "  'alpha_std': 0.5,\n",
       "  'beta': 1.0,\n",
       "  'beta_std': 0.5}}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hddm.model_config.model_config[\"weibull\"]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## END"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "hddmnn_tutorial",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "ff3096d2709bbb36a4584c44f6e6ffdb5e175071e94d34047f50b078bfdc1c6d"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
